CN109829875B - 用于估计视差的方法和装置 - Google Patents

用于估计视差的方法和装置 Download PDF

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CN109829875B
CN109829875B CN201810527546.0A CN201810527546A CN109829875B CN 109829875 B CN109829875 B CN 109829875B CN 201810527546 A CN201810527546 A CN 201810527546A CN 109829875 B CN109829875 B CN 109829875B
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disparity
residual
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pixel
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CN109829875A (zh
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李元熙
郑景夫
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Samsung Electronics Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N13/00Stereoscopic video systems; Multi-view video systems; Details thereof
    • H04N13/10Processing, recording or transmission of stereoscopic or multi-view image signals
    • H04N13/106Processing image signals
    • H04N13/128Adjusting depth or disparity
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/50Depth or shape recovery
    • G06T7/55Depth or shape recovery from multiple images
    • G06T7/593Depth or shape recovery from multiple images from stereo images
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N13/00Stereoscopic video systems; Multi-view video systems; Details thereof
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10004Still image; Photographic image
    • G06T2207/10012Stereo images
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20021Dividing image into blocks, subimages or windows
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N13/00Stereoscopic video systems; Multi-view video systems; Details thereof
    • H04N2013/0074Stereoscopic image analysis
    • H04N2013/0081Depth or disparity estimation from stereoscopic image signals

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
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  • Molecular Biology (AREA)
  • Artificial Intelligence (AREA)
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  • Health & Medical Sciences (AREA)
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  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
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  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Measurement Of Optical Distance (AREA)
CN201810527546.0A 2017-11-23 2018-05-28 用于估计视差的方法和装置 Active CN109829875B (zh)

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KR10-2017-0157352 2017-11-23
KR1020170157352A KR102459853B1 (ko) 2017-11-23 2017-11-23 디스패리티 추정 장치 및 방법

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JP (1) JP7134012B2 (ja)
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Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7393809B2 (ja) * 2019-06-21 2023-12-07 スリーアイ インク 全方位画像情報に基づく自動位相マッピング処理方法及びそのシステムとコンピュータープログラム
CN110427968B (zh) * 2019-06-28 2021-11-02 武汉大学 一种基于细节增强的双目立体匹配方法
WO2021049281A1 (ja) * 2019-09-12 2021-03-18 株式会社ソニー・インタラクティブエンタテインメント 画像処理装置、ヘッドマウントディスプレイ、および空間情報取得方法
CN112991254A (zh) 2019-12-13 2021-06-18 上海肇观电子科技有限公司 视差估计系统、方法、电子设备及计算机可读存储介质
US11127115B2 (en) 2019-12-13 2021-09-21 NextVPU (Shanghai) Co., Ltd. Determination of disparity
CN112991404A (zh) * 2019-12-13 2021-06-18 上海肇观电子科技有限公司 视差确定方法、电子设备及计算机可读存储介质
US11694341B2 (en) * 2019-12-23 2023-07-04 Texas Instmments Incorporated Cascaded architecture for disparity and motion prediction with block matching and convolutional neural network (CNN)
US12069302B2 (en) 2020-04-13 2024-08-20 Intel Corporation Texture based immersive video coding
US11941084B2 (en) * 2020-11-13 2024-03-26 Google Llc Self-supervised learning for anomaly detection and localization
EP4256788A1 (en) * 2020-12-04 2023-10-11 Beijing Dajia Internet Information Technology Co., Ltd. Network based image filtering for video coding
DE102021107904A1 (de) * 2021-03-29 2022-09-29 Conti Temic Microelectronic Gmbh Verfahren und System zur Bestimmung der Bodenebene mit einem künstlichen neuronalen Netz
US11966454B2 (en) * 2021-10-28 2024-04-23 Shanghai United Imaging Intelligence Co., Ltd. Self-contrastive learning for image processing
CN115546515A (zh) * 2022-08-31 2022-12-30 北京鉴智科技有限公司 一种深度信息获取方法和装置
CN117611648B (zh) * 2023-12-04 2024-07-02 北京斯年智驾科技有限公司 一种图像深度估计方法、系统和存储介质
CN117576180B (zh) * 2024-01-15 2024-03-26 常熟理工学院 基于自适应多尺度窗口的多视图深度估计方法及应用

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2012109788A (ja) * 2010-11-17 2012-06-07 Konica Minolta Holdings Inc 画像処理装置および視差情報生成装置
CN104662896A (zh) * 2012-09-06 2015-05-27 诺基亚技术有限公司 用于图像处理的装置、方法和计算机程序
CN106887018A (zh) * 2015-12-15 2017-06-23 株式会社理光 立体匹配方法、控制器和系统

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7061489B2 (en) 2003-08-15 2006-06-13 Microsoft Corporation Precomputed radiance transfer for rendering objects
JP4532171B2 (ja) 2004-06-01 2010-08-25 富士重工業株式会社 立体物認識装置
JP2008309529A (ja) 2007-06-12 2008-12-25 Panasonic Corp ナビゲーション装置、ナビゲーション方法、及びナビゲーション用プログラム
CA2729106A1 (en) 2008-06-24 2009-12-30 Thomson Licensing System and method for depth extraction of images with motion compensation
JP2012257198A (ja) * 2011-05-17 2012-12-27 Canon Inc 立体画像符号化装置、その方法、および立体画像符号化装置を有する撮像装置
JP5127973B1 (ja) 2011-10-21 2013-01-23 株式会社東芝 映像処理装置、映像処理方法および映像表示装置
EP3869797B1 (en) 2012-08-21 2023-07-19 Adeia Imaging LLC Method for depth detection in images captured using array cameras
WO2014049919A1 (ja) 2012-09-27 2014-04-03 パナソニック株式会社 ステレオ画像処理装置およびステレオ画像処理方法
JP2014096062A (ja) 2012-11-09 2014-05-22 Yamaguchi Univ 画像処理方法及び画像処理装置
EP2757524B1 (en) 2013-01-16 2018-12-19 Honda Research Institute Europe GmbH Depth sensing method and system for autonomous vehicles
US20140241612A1 (en) 2013-02-23 2014-08-28 Microsoft Corporation Real time stereo matching
US9183583B2 (en) 2013-05-13 2015-11-10 A9.Com, Inc. Augmented reality recommendations
US9224060B1 (en) 2013-09-17 2015-12-29 Amazon Technologies, Inc. Object tracking using depth information
CN103702098B (zh) 2013-12-09 2015-12-30 上海交通大学 一种时空域联合约束的三视点立体视频深度提取方法
US9600887B2 (en) * 2013-12-09 2017-03-21 Intel Corporation Techniques for disparity estimation using camera arrays for high dynamic range imaging
JP2016038886A (ja) * 2014-08-11 2016-03-22 ソニー株式会社 情報処理装置および情報処理方法
WO2016056754A1 (ko) * 2014-10-08 2016-04-14 엘지전자 주식회사 3d 비디오 부호화/복호화 방법 및 장치
KR102360424B1 (ko) * 2014-12-24 2022-02-09 삼성전자주식회사 얼굴 검출 방법, 영상 처리 방법, 얼굴 검출 장치 및 이를 포함하는 전자 시스템
JP6687886B2 (ja) * 2015-03-11 2020-04-28 株式会社リコー 画像処理システム、移動体制御システム、移動体装置、物体検出方法、物体検出プログラム
JP6523925B2 (ja) * 2015-11-10 2019-06-05 株式会社日立製作所 生体情報を用いた認証装置及び認証方法

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2012109788A (ja) * 2010-11-17 2012-06-07 Konica Minolta Holdings Inc 画像処理装置および視差情報生成装置
CN104662896A (zh) * 2012-09-06 2015-05-27 诺基亚技术有限公司 用于图像处理的装置、方法和计算机程序
CN106887018A (zh) * 2015-12-15 2017-06-23 株式会社理光 立体匹配方法、控制器和系统

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
Akihito Seki et al.《Patch Based Confidence Prediction for Dense Disparity Map》.《BMVC2016》.2016,摘要、第2节. *
Jiahao Pang et al.《Cascade Residual Learning:A Two-stage Convolutional Neural Network for Stereo Matching》.《ICCV2017》.2017,第2-3节. *
基于卷积神经网络的立体匹配及视差图获取算法;徐豪;2017 4th International Conference on Power and Energy Systems;全文 *

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JP2019096294A (ja) 2019-06-20
EP3489898A1 (en) 2019-05-29
EP3489898B1 (en) 2024-09-25
US10929998B2 (en) 2021-02-23
JP7134012B2 (ja) 2022-09-09
KR20190059594A (ko) 2019-05-31
US20190156502A1 (en) 2019-05-23
KR102459853B1 (ko) 2022-10-27
CN109829875A (zh) 2019-05-31

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